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arXiv · 2507.22857

Synchronization of mean-field models on the circle

Yury Polyanskiy·Philippe Rigollet·Andrew Yao
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Abstract

This paper considers a mean-field model of $n$ interacting particles whose state space is the unit circle, a generalization of the classical Kuramoto model. Global synchronization is said to occur if after starting from almost any initial state, all particles coalesce to a common point on the circle. We propose a general synchronization criterion in terms of $L_1$-norm of the third derivative of the particle interaction function. As an application we resolve a conjecture for the so-called self-attention dynamics (stylized model of transformers), by showing synchronization for all $\beta \ge -0.16$, which significantly extends the previous bound of $0\le \beta \le 1$ from Criscitiello, Rebjock, McRae, and Boumal (2024). We also show that global synchronization does not occur when $\beta < -2/3$.

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Yury Polyanskiy, Philippe Rigollet, Andrew Yao. 2025-07-30. Synchronization of mean-field models on the circle. https://arxiv.org/abs/2507.22857

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